Social Doors RSA
Haroon Popal
June 15, 2024
1 Model RDMs
1.1 Task Domain
1.2 Valence
1.3 Outcome
1.4 Outcome Valence
Being correct about someone not liking you is different from being
correct about someone liking you. But being incorrect about someone not
liking you is the same feeling as being incorrect about someone not
liking out (negative).
1.5 Interaction
Being correct about someone not liking you is different from being
correct about someone liking you. But being incorrect about someone not
liking you is the same feeling as being incorrect about someone not
liking out (negative).
1.5.1 Define Hypothesized ROIs
1.5.2 Define color palette for plots
2 Representational Similarity Analysis
3 Positive win is different from negative win
Divide data by task
Filter data by hypothesized ROIs
Fischer r to z transform
3.1 Monetary
3.1.1 ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## roi 6 0.1591 0.026519 4.935 6.79e-05 ***
## Residuals 420 2.2568 0.005373
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## dmPFC_b-social region02 region06 region08 striatum_ventral
## mean 0.03143772 0.0612427 0.07615690 0.06177925 0.02183083
## sd 0.07559077 0.0635708 0.07365493 0.09355805 0.05270933
## TPJ_l-social TPJ_r-social
## mean 0.07213712 0.06649211
## sd 0.07035016 0.077153983.2 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = all_sim_vcr_mdoors_rois)
##
## $roi
## diff lwr upr
## region02-dmPFC_b-social 0.0298049769 -0.009519248 6.912920e-02
## region06-dmPFC_b-social 0.0447191840 0.005394959 8.404341e-02
## region08-dmPFC_b-social 0.0303415298 -0.008982695 6.966575e-02
## striatum_ventral-dmPFC_b-social -0.0096068913 -0.048931116 2.971733e-02
## TPJ_l-social-dmPFC_b-social 0.0406993995 0.001375175 8.002362e-02
## TPJ_r-social-dmPFC_b-social 0.0350543866 -0.004269838 7.437861e-02
## region06-region02 0.0149142071 -0.024410018 5.423843e-02
## region08-region02 0.0005365529 -0.038787672 3.986078e-02
## striatum_ventral-region02 -0.0394118682 -0.078736093 -8.764349e-05
## TPJ_l-social-region02 0.0108944226 -0.028429802 5.021865e-02
## TPJ_r-social-region02 0.0052494096 -0.034074815 4.457363e-02
## region08-region06 -0.0143776541 -0.053701879 2.494657e-02
## striatum_ventral-region06 -0.0543260753 -0.093650300 -1.500185e-02
## TPJ_l-social-region06 -0.0040197845 -0.043344009 3.530444e-02
## TPJ_r-social-region06 -0.0096647974 -0.048989022 2.965943e-02
## striatum_ventral-region08 -0.0399484212 -0.079272646 -6.241964e-04
## TPJ_l-social-region08 0.0103578696 -0.028966355 4.968209e-02
## TPJ_r-social-region08 0.0047128567 -0.034611368 4.403708e-02
## TPJ_l-social-striatum_ventral 0.0503062908 0.010982066 8.963052e-02
## TPJ_r-social-striatum_ventral 0.0446612779 0.005337053 8.398550e-02
## TPJ_r-social-TPJ_l-social -0.0056450129 -0.044969238 3.367921e-02
## p adj
## region02-dmPFC_b-social 0.2735992
## region06-dmPFC_b-social 0.0143598
## region08-dmPFC_b-social 0.2532353
## striatum_ventral-dmPFC_b-social 0.9911007
## TPJ_l-social-dmPFC_b-social 0.0370526
## TPJ_r-social-dmPFC_b-social 0.1165179
## region06-region02 0.9206641
## region08-region02 1.0000000
## striatum_ventral-region02 0.0490730
## TPJ_l-social-region02 0.9827631
## TPJ_r-social-region02 0.9997007
## region08-region06 0.9328424
## striatum_ventral-region06 0.0009984
## TPJ_l-social-region06 0.9999371
## TPJ_r-social-region06 0.9908105
## striatum_ventral-region08 0.0437106
## TPJ_l-social-region08 0.9867458
## TPJ_r-social-region08 0.9998402
## TPJ_l-social-striatum_ventral 0.0032523
## TPJ_r-social-striatum_ventral 0.0145680
## TPJ_r-social-TPJ_l-social 0.9995444
3.2.1 One sample t-tests
3.2.1.1 Right Crus I
##
## One Sample t-test
##
## data: roi_c1_z
## t = 5.125, df = 60, p-value = 3.341e-06
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
## 0.0381368 0.0869640
## sample estimates:
## mean of x
## 0.06255043.2.1.2 Bilateral Ventrial Striatum
##
## One Sample t-test
##
## data: roi_VS_z
## t = 3.2309, df = 60, p-value = 0.002005
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
## 0.008357054 0.035524932
## sample estimates:
## mean of x
## 0.021940993.4 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = all_sim_vcr_social_rois)
##
## $roi
## diff lwr upr p adj
## region02-dmPFC_b-social -0.02394282 -0.074924728 0.027039079 0.8063511
## region06-dmPFC_b-social 0.01606948 -0.034912421 0.067051386 0.9669166
## region08-dmPFC_b-social 0.01900559 -0.031976311 0.069987496 0.9266055
## striatum_ventral-dmPFC_b-social -0.07752994 -0.128511847 -0.026548040 0.0001735
## TPJ_l-social-dmPFC_b-social 0.05219895 0.001217046 0.103180853 0.0408064
## TPJ_r-social-dmPFC_b-social 0.07791234 0.026930432 0.128894239 0.0001571
## region06-region02 0.04001231 -0.010969596 0.090994211 0.2343807
## region08-region02 0.04294842 -0.008033486 0.093930321 0.1633783
## striatum_ventral-region02 -0.05358712 -0.104569022 -0.002605216 0.0321302
## TPJ_l-social-region02 0.07614177 0.025159871 0.127123677 0.0002473
## TPJ_r-social-region02 0.10185516 0.050873256 0.152837063 0.0000001
## region08-region06 0.00293611 -0.048045794 0.053918013 0.9999979
## striatum_ventral-region06 -0.09359943 -0.144581330 -0.042617523 0.0000019
## TPJ_l-social-region06 0.03612947 -0.014852437 0.087111370 0.3547744
## TPJ_r-social-region06 0.06184285 0.010860949 0.112824756 0.0066528
## striatum_ventral-region08 -0.09653554 -0.147517440 -0.045553633 0.0000008
## TPJ_l-social-region08 0.03319336 -0.017788547 0.084175260 0.4622442
## TPJ_r-social-region08 0.05890674 0.007924839 0.109888646 0.0119926
## TPJ_l-social-striatum_ventral 0.12972889 0.078746990 0.180710796 0.0000000
## TPJ_r-social-striatum_ventral 0.15544228 0.104460375 0.206424182 0.0000000
## TPJ_r-social-TPJ_l-social 0.02571339 -0.025268518 0.076695289 0.7482324
3.4.1 One sample t-tests
3.4.1.1 Right Crus I
##
## One Sample t-test
##
## data: roi_c1_z
## t = 6.7372, df = 60, p-value = 7.009e-09
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
## 0.08527976 0.15730327
## sample estimates:
## mean of x
## 0.12129153.4.1.2 Bilateral Ventrial Striatum
##
## One Sample t-test
##
## data: roi_VS_z
## t = 3.6481, df = 60, p-value = 0.0005548
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
## 0.00954866 0.03273123
## sample estimates:
## mean of x
## 0.021139943.5 Task Domain
Filter data by hypothesized ROIs
3.5.1 ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## roi 6 2.24 0.3729 4.806 9.32e-05 ***
## Residuals 420 32.59 0.0776
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## dmPFC_b-social region02 region06 region08 striatum_ventral TPJ_l-social
## mean 0.2254073 0.2145690 0.2753513 0.2434223 0.1592058 0.3551739
## sd 0.2686349 0.2955092 0.2586339 0.2826002 0.2856290 0.2992099
## TPJ_r-social
## mean 0.3775828
## sd 0.25657543.5.2 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = data_tdomain_rois)
##
## $roi
## diff lwr upr p adj
## region02-dmPFC_b-social -0.01083830 -0.160276808 0.13860022 0.9999917
## region06-dmPFC_b-social 0.04994404 -0.099494472 0.19938255 0.9559910
## region08-dmPFC_b-social 0.01801501 -0.131423506 0.16745352 0.9998346
## striatum_ventral-dmPFC_b-social -0.06620148 -0.215639996 0.08323703 0.8459702
## TPJ_l-social-dmPFC_b-social 0.12976663 -0.019671885 0.27920514 0.1370871
## TPJ_r-social-dmPFC_b-social 0.15217554 0.002737024 0.30161405 0.0428057
## region06-region02 0.06078234 -0.088656176 0.21022085 0.8920673
## region08-region02 0.02885330 -0.120585210 0.17829181 0.9975441
## striatum_ventral-region02 -0.05536319 -0.204801700 0.09407532 0.9286593
## TPJ_l-social-region02 0.14060492 -0.008833589 0.29004343 0.0805434
## TPJ_r-social-region02 0.16301383 0.013575320 0.31245234 0.0223593
## region08-region06 -0.03192903 -0.181367546 0.11750948 0.9956958
## striatum_ventral-region06 -0.11614552 -0.265584036 0.03329299 0.2451030
## TPJ_l-social-region06 0.07982259 -0.069615926 0.22926110 0.6936573
## TPJ_r-social-region06 0.10223150 -0.047207016 0.25167001 0.3992434
## striatum_ventral-region08 -0.08421649 -0.233655002 0.06522202 0.6367527
## TPJ_l-social-region08 0.11175162 -0.037686891 0.26119013 0.2893190
## TPJ_r-social-region08 0.13416053 -0.015277982 0.28359904 0.1113011
## TPJ_l-social-striatum_ventral 0.19596811 0.046529599 0.34540662 0.0022668
## TPJ_r-social-striatum_ventral 0.21837702 0.068938509 0.36781553 0.0003732
## TPJ_r-social-TPJ_l-social 0.02240891 -0.127029602 0.17184742 0.99941433.5.3 Visualization
3.5.4 Create function for t-tests, ANOVA
3.6 Valence
3.6.1 ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## roi 6 0.113 0.01883 0.357 0.906
## Residuals 420 22.180 0.05281## dmPFC_b-social region02 region06 region08 striatum_ventral
## mean -0.05975709 -0.08846393 -0.06180758 -0.1034032 -0.06341868
## sd 0.22897162 0.24809676 0.25382501 0.2577733 0.24364368
## TPJ_l-social TPJ_r-social
## mean -0.06122173 -0.05946417
## sd 0.17557480 0.186088133.6.2 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = data_valence_rois)
##
## $roi
## diff lwr upr p adj
## region02-dmPFC_b-social -0.0287068384 -0.15198788 0.09457420 0.9931223
## region06-dmPFC_b-social -0.0020504885 -0.12533153 0.12123055 1.0000000
## region08-dmPFC_b-social -0.0436461114 -0.16692715 0.07963493 0.9421529
## striatum_ventral-dmPFC_b-social -0.0036615865 -0.12694262 0.11961945 1.0000000
## TPJ_l-social-dmPFC_b-social -0.0014646346 -0.12474567 0.12181640 1.0000000
## TPJ_r-social-dmPFC_b-social 0.0002929269 -0.12298811 0.12357396 1.0000000
## region06-region02 0.0266563499 -0.09662469 0.14993739 0.9954047
## region08-region02 -0.0149392730 -0.13822031 0.10834176 0.9998295
## striatum_ventral-region02 0.0250452518 -0.09823579 0.14832629 0.9967408
## TPJ_l-social-region02 0.0272422038 -0.09603883 0.15052324 0.9948244
## TPJ_r-social-region02 0.0289997653 -0.09428127 0.15228080 0.9927351
## region08-region06 -0.0415956229 -0.16487666 0.08168541 0.9539357
## striatum_ventral-region06 -0.0016110981 -0.12489214 0.12166994 1.0000000
## TPJ_l-social-region06 0.0005858538 -0.12269518 0.12386689 1.0000000
## TPJ_r-social-region06 0.0023434154 -0.12093762 0.12562445 1.0000000
## striatum_ventral-region08 0.0399845249 -0.08329651 0.16326556 0.9619402
## TPJ_l-social-region08 0.0421814768 -0.08109956 0.16546251 0.9507557
## TPJ_r-social-region08 0.0439390383 -0.07934200 0.16722008 0.9403181
## TPJ_l-social-striatum_ventral 0.0021969519 -0.12108409 0.12547799 1.0000000
## TPJ_r-social-striatum_ventral 0.0039545134 -0.11932652 0.12723555 0.9999999
## TPJ_r-social-TPJ_l-social 0.0017575615 -0.12152348 0.12503860 1.00000003.6.3 Visualization
3.7 Outcome
3.7.1 ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## roi 6 0.116 0.01935 1.909 0.0781 .
## Residuals 420 4.258 0.01014
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## dmPFC_b-social region02 region06 region08 striatum_ventral
## mean -0.005565612 -0.008641344 -0.01596452 -0.007030246 0.006005002
## sd 0.118382339 0.089935872 0.09846787 0.094721741 0.099751198
## TPJ_l-social TPJ_r-social
## mean -0.03412599 -0.04511075
## sd 0.10175540 0.099440033.8 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = data_outcome_rois)
##
## $roi
## diff lwr upr p adj
## region02-dmPFC_b-social -0.003075733 -0.05708975 0.050938280 0.9999980
## region06-dmPFC_b-social -0.010398906 -0.06441292 0.043615107 0.9975833
## region08-dmPFC_b-social -0.001464635 -0.05547865 0.052549378 1.0000000
## striatum_ventral-dmPFC_b-social 0.011570613 -0.04244340 0.065584626 0.9956341
## TPJ_l-social-dmPFC_b-social -0.028560375 -0.08257439 0.025453637 0.7038019
## TPJ_r-social-dmPFC_b-social -0.039545134 -0.09355915 0.014468878 0.3146862
## region06-region02 -0.007323173 -0.06133719 0.046690839 0.9996726
## region08-region02 0.001611098 -0.05240291 0.055625110 1.0000000
## striatum_ventral-region02 0.014646346 -0.03936767 0.068660358 0.9845768
## TPJ_l-social-region02 -0.025484642 -0.07949865 0.028529370 0.8029044
## TPJ_r-social-region02 -0.036469402 -0.09048341 0.017544611 0.4159365
## region08-region06 0.008934271 -0.04507974 0.062948283 0.9989736
## striatum_ventral-region06 0.021969519 -0.03204449 0.075983532 0.8920681
## TPJ_l-social-region06 -0.018161469 -0.07217548 0.035852543 0.9546954
## TPJ_r-social-region06 -0.029146229 -0.08316024 0.024867784 0.6832900
## striatum_ventral-region08 0.013035248 -0.04097876 0.067049260 0.9916641
## TPJ_l-social-region08 -0.027095740 -0.08110975 0.026918272 0.7530187
## TPJ_r-social-region08 -0.038080500 -0.09209451 0.015933512 0.3612488
## TPJ_l-social-striatum_ventral -0.040130988 -0.09414500 0.013883024 0.2970137
## TPJ_r-social-striatum_ventral -0.051115748 -0.10512976 0.002898264 0.0772004
## TPJ_r-social-TPJ_l-social -0.010984760 -0.06499877 0.043029253 0.99672183.8.1 Visualization
3.9 Outcome Valence
3.9.1 ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## roi 6 0.129 0.02157 0.907 0.49
## Residuals 420 9.990 0.02379## dmPFC_b-social region02 region06 region08 striatum_ventral
## mean -0.02455318 -0.01766416 -0.02331669 -0.03709473 0.02102035
## sd 0.17240365 0.15169658 0.17004222 0.13782806 0.14815226
## TPJ_l-social TPJ_r-social
## mean -0.02684952 -0.008125513
## sd 0.15743777 0.1382924253.9.2 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = data_outcval_rois)
##
## $roi
## diff lwr upr p adj
## region02-dmPFC_b-social 0.006889022 -0.07584870 0.08962674 0.9999813
## region06-dmPFC_b-social 0.001236491 -0.08150123 0.08397421 1.0000000
## region08-dmPFC_b-social -0.012541552 -0.09527927 0.07019617 0.9993769
## striatum_ventral-dmPFC_b-social 0.045573528 -0.03716419 0.12831125 0.6616848
## TPJ_l-social-dmPFC_b-social -0.002296341 -0.08503406 0.08044138 1.0000000
## TPJ_r-social-dmPFC_b-social 0.016427667 -0.06631005 0.09916539 0.9971302
## region06-region02 -0.005652531 -0.08839025 0.07708519 0.9999942
## region08-region02 -0.019430574 -0.10216829 0.06330715 0.9927994
## striatum_ventral-region02 0.038684506 -0.04405321 0.12142223 0.8096068
## TPJ_l-social-region02 -0.009185362 -0.09192308 0.07355236 0.9998978
## TPJ_r-social-region02 0.009538645 -0.07319907 0.09227636 0.9998726
## region08-region06 -0.013778043 -0.09651576 0.06895968 0.9989335
## striatum_ventral-region06 0.044337037 -0.03840068 0.12707476 0.6903906
## TPJ_l-social-region06 -0.003532832 -0.08627055 0.07920489 0.9999996
## TPJ_r-social-region06 0.015191176 -0.06754654 0.09792890 0.9981472
## striatum_ventral-region08 0.058115080 -0.02462264 0.14085280 0.3658990
## TPJ_l-social-region08 0.010245212 -0.07249251 0.09298293 0.9998066
## TPJ_r-social-region08 0.028969219 -0.05376850 0.11170694 0.9450845
## TPJ_l-social-striatum_ventral -0.047869868 -0.13060759 0.03486785 0.6069352
## TPJ_r-social-striatum_ventral -0.029145861 -0.11188358 0.05359186 0.9434943
## TPJ_r-social-TPJ_l-social 0.018724008 -0.06401371 0.10146173 0.99410733.9.3 Visualization
3.10 Outcome Valence Interaction
3.10.1 ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## roi 6 0.825 0.13755 3.57 0.00184 **
## Residuals 420 16.181 0.03853
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## dmPFC_b-social region02 region06 region08 striatum_ventral
## mean 0.1107384 0.08384646 0.1375129 0.0894832 0.07112466
## sd 0.1927985 0.20692467 0.1980726 0.1841102 0.20568750
## TPJ_l-social TPJ_r-social
## mean 0.1820588 0.1888307
## sd 0.1965190 0.18878473.10.2 Post-hoc Tests
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = r ~ roi, data = data_intract_rois)
##
## $roi
## diff lwr upr p adj
## region02-dmPFC_b-social -0.026891932 -0.1321890877 0.07840522 0.9887329
## region06-dmPFC_b-social 0.026774500 -0.0785226548 0.13207166 0.9889905
## region08-dmPFC_b-social -0.021255196 -0.1265523508 0.08404196 0.9968544
## striatum_ventral-dmPFC_b-social -0.039613735 -0.1449108898 0.06568342 0.9235049
## TPJ_l-social-dmPFC_b-social 0.071320380 -0.0339767754 0.17661754 0.4119061
## TPJ_r-social-dmPFC_b-social 0.078092293 -0.0272048623 0.18338945 0.2991603
## region06-region02 0.053666433 -0.0516307224 0.15896359 0.7387978
## region08-region02 0.005636737 -0.0996604183 0.11093389 0.9999986
## striatum_ventral-region02 -0.012721802 -0.1180189574 0.09257535 0.9998325
## TPJ_l-social-region02 0.098212312 -0.0070848430 0.20350947 0.0857723
## TPJ_r-social-region02 0.104984225 -0.0003129299 0.21028138 0.0512592
## region08-region06 -0.048029696 -0.1533268512 0.05726746 0.8270132
## striatum_ventral-region06 -0.066388235 -0.1716853903 0.03890892 0.5028819
## TPJ_l-social-region06 0.044545879 -0.0607512759 0.14984303 0.8724949
## TPJ_r-social-region06 0.051317793 -0.0539793628 0.15661495 0.7775220
## striatum_ventral-region08 -0.018358539 -0.1236556943 0.08693862 0.9986161
## TPJ_l-social-region08 0.092575575 -0.0127215799 0.19787273 0.1271132
## TPJ_r-social-region08 0.099347488 -0.0059496668 0.20464464 0.0789303
## TPJ_l-social-striatum_ventral 0.110934114 0.0056369591 0.21623127 0.0314394
## TPJ_r-social-striatum_ventral 0.117706028 0.0124088723 0.22300318 0.0173195
## TPJ_r-social-TPJ_l-social 0.006771913 -0.0985252421 0.11206907 0.99999604 Visualization
4.1 Combine one-sample t-test data
Fix up dataframe for pretty table
| ROI | Mean | df | t-statistic | p | CI | |
|---|---|---|---|---|---|---|
| 31 | dmPFC_b-social | 0.11 | 60 | 4.49 | 0.000 | [ 0.06 , 0.16 ] |
| 35 | CB Region 2 | 0.08 | 60 | 3.16 | 0.003 | [ 0.03 , 0.14 ] |
| 33 | region06 | 0.14 | 60 | 5.42 | 0.000 | [ 0.09 , 0.19 ] |
| 32 | CB Region 8 | 0.09 | 60 | 3.80 | 0.000 | [ 0.04 , 0.14 ] |
| 34 | Ventral Striatum | 0.07 | 60 | 2.70 | 0.009 | [ 0.02 , 0.12 ] |
| 29 | TPJ_l-social | 0.18 | 60 | 7.24 | 0.000 | [ 0.13 , 0.23 ] |
| 30 | TPJ_r-social | 0.19 | 60 | 7.81 | 0.000 | [ 0.14 , 0.24 ] |
| 17 | dmPFC_b-social | -0.01 | 60 | -0.37 | 0.715 | [ -0.04 , 0.02 ] |
| 21 | CB Region 2 | -0.01 | 60 | -0.75 | 0.715 | [ -0.03 , 0.01 ] |
| 19 | region06 | -0.02 | 60 | -1.27 | 0.491 | [ -0.04 , 0.01 ] |
| 18 | CB Region 8 | -0.01 | 60 | -0.58 | 0.715 | [ -0.03 , 0.02 ] |
| 20 | Ventral Striatum | 0.01 | 60 | 0.47 | 0.715 | [ -0.02 , 0.03 ] |
| 15 | TPJ_l-social | -0.03 | 60 | -2.62 | 0.039 | [ -0.06 , -0.01 ] |
| 16 | TPJ_r-social | -0.05 | 60 | -3.54 | 0.005 | [ -0.07 , -0.02 ] |
| 24 | dmPFC_b-social | -0.02 | 60 | -1.11 | 0.404 | [ -0.07 , 0.02 ] |
| 28 | CB Region 2 | -0.02 | 60 | -0.91 | 0.428 | [ -0.06 , 0.02 ] |
| 26 | region06 | -0.02 | 60 | -1.07 | 0.404 | [ -0.07 , 0.02 ] |
| 25 | CB Region 8 | -0.04 | 60 | -2.10 | 0.278 | [ -0.07 , 0 ] |
| 27 | Ventral Striatum | 0.02 | 60 | 1.11 | 0.404 | [ -0.02 , 0.06 ] |
| 22 | TPJ_l-social | -0.03 | 60 | -1.33 | 0.404 | [ -0.07 , 0.01 ] |
| 23 | TPJ_r-social | -0.01 | 60 | -0.46 | 0.648 | [ -0.04 , 0.03 ] |
| 3 | dmPFC_b-social | 0.23 | 60 | 6.55 | 0.000 | [ 0.16 , 0.29 ] |
| 7 | CB Region 2 | 0.21 | 60 | 5.67 | 0.000 | [ 0.14 , 0.29 ] |
| 5 | region06 | 0.28 | 60 | 8.32 | 0.000 | [ 0.21 , 0.34 ] |
| 4 | CB Region 8 | 0.24 | 60 | 6.73 | 0.000 | [ 0.17 , 0.32 ] |
| 6 | Ventral Striatum | 0.16 | 60 | 4.35 | 0.000 | [ 0.09 , 0.23 ] |
| 1 | TPJ_l-social | 0.36 | 60 | 9.27 | 0.000 | [ 0.28 , 0.43 ] |
| 2 | TPJ_r-social | 0.38 | 60 | 11.49 | 0.000 | [ 0.31 , 0.44 ] |
| 10 | dmPFC_b-social | -0.06 | 60 | -2.04 | 0.054 | [ -0.12 , 0 ] |
| 14 | CB Region 2 | -0.09 | 60 | -2.78 | 0.020 | [ -0.15 , -0.02 ] |
| 12 | region06 | -0.06 | 60 | -1.90 | 0.062 | [ -0.13 , 0 ] |
| 11 | CB Region 8 | -0.10 | 60 | -3.13 | 0.019 | [ -0.17 , -0.04 ] |
| 13 | Ventral Striatum | -0.06 | 60 | -2.03 | 0.054 | [ -0.13 , 0 ] |
| 8 | TPJ_l-social | -0.06 | 60 | -2.72 | 0.020 | [ -0.11 , -0.02 ] |
| 9 | TPJ_r-social | -0.06 | 60 | -2.50 | 0.027 | [ -0.11 , -0.01 ] |
| 38 | dmPFC_b-social | 0.03 | 60 | 3.25 | 0.002 | [ 0.01 , 0.05 ] |
| 42 | CB Region 2 | 0.06 | 60 | 7.52 | 0.000 | [ 0.04 , 0.08 ] |
| 40 | region06 | 0.08 | 60 | 8.08 | 0.000 | [ 0.06 , 0.1 ] |
| 39 | CB Region 8 | 0.06 | 60 | 5.16 | 0.000 | [ 0.04 , 0.09 ] |
| 41 | Ventral Striatum | 0.02 | 60 | 3.23 | 0.002 | [ 0.01 , 0.04 ] |
| 36 | TPJ_l-social | 0.07 | 60 | 8.01 | 0.000 | [ 0.05 , 0.09 ] |
| 37 | TPJ_r-social | 0.07 | 60 | 6.73 | 0.000 | [ 0.05 , 0.09 ] |
| 45 | dmPFC_b-social | 0.10 | 60 | 8.90 | 0.000 | [ 0.08 , 0.12 ] |
| 49 | CB Region 2 | 0.07 | 60 | 9.00 | 0.000 | [ 0.06 , 0.09 ] |
| 47 | region06 | 0.11 | 60 | 11.82 | 0.000 | [ 0.1 , 0.13 ] |
| 46 | CB Region 8 | 0.12 | 60 | 6.96 | 0.000 | [ 0.08 , 0.15 ] |
| 48 | Ventral Striatum | 0.02 | 60 | 3.65 | 0.001 | [ 0.01 , 0.03 ] |
| 43 | TPJ_l-social | 0.15 | 60 | 10.06 | 0.000 | [ 0.12 , 0.18 ] |
| 44 | TPJ_r-social | 0.18 | 60 | 12.29 | 0.000 | [ 0.15 , 0.21 ] |
5 Behavioral Analysis
Research Question: Does greater similarity for positive and negative wins relate to anxiety and depression?
Hypothesis 1: Greater similarity between positive and negative wins in the ventral striatum will be related to greater anxiety and less depression (Quarmley replication)
Hypothesis 2: Greater similarity between positive and negative wins in the cerebellum …
5.1 Hypothesis 1 testing
## Df Sum Sq Mean Sq F value Pr(>F)
## ch_totanx 1 0.0148 0.01479 0.570 0.458
## dep_group 1 0.0101 0.01012 0.390 0.539
## ch_totanx:dep_group 1 0.0044 0.00444 0.171 0.683
## Residuals 22 0.5708 0.02594## Df Sum Sq Mean Sq F value Pr(>F)
## ch_totanx 1 0.0148 0.01479 0.606 0.444
## Residuals 24 0.5853 0.02439
## [1] -0.04553422
5.2 Hypothesis 2
## Df Sum Sq Mean Sq F value Pr(>F)
## ch_totanx 1 0.0148 0.014789 0.559 0.463
## ch_cdi_total 1 0.0009 0.000893 0.034 0.856
## ch_totanx:ch_cdi_total 1 0.0024 0.002442 0.092 0.764
## Residuals 22 0.5820 0.026454## Df Sum Sq Mean Sq F value Pr(>F)
## ch_totanx 1 0.0148 0.014789 0.559 0.463
## ch_cdi_total 1 0.0009 0.000893 0.034 0.856
## ch_totanx:ch_cdi_total 1 0.0024 0.002442 0.092 0.764
## Residuals 22 0.5820 0.0264546 Age
##
## Call:
## lm(formula = z ~ age, data = vs_vcr_social_fltr)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.095566 -0.028568 0.001382 0.028446 0.096639
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.040064 0.022327 1.794 0.0779 .
## age -0.001107 0.001261 -0.878 0.3836
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.04535 on 59 degrees of freedom
## Multiple R-squared: 0.01289, Adjusted R-squared: -0.003839
## F-statistic: 0.7705 on 1 and 59 DF, p-value: 0.3836##
## Call:
## lm(formula = z ~ age, data = cb_vcr_social_fltr)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.25992 -0.09287 -0.02045 0.09230 0.56124
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.065598 0.069411 0.945 0.348
## age 0.003257 0.003920 0.831 0.409
##
## Residual standard error: 0.141 on 59 degrees of freedom
## Multiple R-squared: 0.01157, Adjusted R-squared: -0.005185
## F-statistic: 0.6905 on 1 and 59 DF, p-value: 0.4093
3.3 Social
3.3.1 ANOVA